How often do frontier LLMs (GPT-5, Claude 4.7, Gemini 3, Llama 4) hallucinate trademark clearance? 500 names × 10 categories. Dataset (CC-BY-4.0) + scorer (MIT) + paper.
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Updated
May 16, 2026 - Python
How often do frontier LLMs (GPT-5, Claude 4.7, Gemini 3, Llama 4) hallucinate trademark clearance? 500 names × 10 categories. Dataset (CC-BY-4.0) + scorer (MIT) + paper.
MCP server for brand-name verification. 3 tools: verify_brand_name, compare_brand_names, get_naming_methodology. USPTO + TTAB + 14 handles + cultural axis in <3s.
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